Протодьяконов Алгоритмы Data Science и их практическая реализация на Python 2022
.pdfǮ ǰ ǽȞȜȠȜȒȪȭȘȜțȜȐ ǽ Ǯ ǽȩșȜȐ ǰ dz ǿȎȒȜȐțȖȘȜȐ
ǮǹDZǼǾǶȀǺȉ '$7$ 6&,(1&(
Ƕ Ƕȃ ǽǾǮǸȀǶȅdzǿǸǮȍ ǾdzǮǹǶǵǮȄǶȍ ǻǮ 3<7+21
ȁȥȓȏțȜȓ ȝȜȟȜȏȖȓ
ǺȜȟȘȐȎ ǰȜșȜȑȒȎ
©ǶțȢȞȎ-ǶțȔȓțȓȞȖȭª
2022
ɍȾɄ 004.89 ȻȻɄ 32.813
ɉ
Ɋɟɰɟɧɡɟɧɬɵ:
ɤɚɧɞɢɞɚɬ ɬɟɯɧɢɱɟɫɤɢɯ ɧɚɭɤ ɞɨɰɟɧɬ ɡɚɜɟɞɭɸɳɢɣ ɤɚɮɟɞɪɨɣ ɢɧɮɨɪɦɚɰɢɨɧɧɵɯ ɢ ɚɜɬɨɦɚɬɢɡɢɪɨɜɚɧɧɵɯ ɩɪɨɢɡɜɨɞɫɬɜɟɧɧɵɯ ɫɢɫɬɟɦ ɎȽȻɈɍ ȼɈ ©Ʉɭɡɛɚɫɫɤɢɣ ɝɨɫɭɞɚɪɫɬɜɟɧɧɵɣ ɬɟɯɧɢɱɟɫɤɢɣ ɭɧɢɜɟɪɫɢɬɟɬª
ɂ. ȼ. ɑɢɱɟɪɢɧ;
ɞɨɤɬɨɪ ɬɟɯɧɢɱɟɫɤɢɯ ɧɚɭɤ ɩɪɨɮɟɫɫɨɪ ɊȺɇ ɝɥɚɜɧɵɣ ɧɚɭɱɧɵɣ ɫɨɬɪɭɞɧɢɤ ɎȽȻɇɍ ©Ɏɟɞɟɪɚɥɶɧɵɣ ɢɫɫɥɟɞɨɜɚɬɟɥɶɫɤɢɣ ɰɟɧɬɪ ɭɝɥɹ ɢ ɭɝɥɟɯɢɦɢɢ ɋɢɛɢɪɫɤɨɝɨ ɨɬɞɟɥɟɧɢɹ Ɋɨɫɫɢɣɫɤɨɣ ɚɤɚɞɟɦɢɢ ɧɚɭɤª
Ⱥ ȿ Ɇɚɣɨɪɨɜ
ɉɪɨɬɨɞɶɹɤɨɧɨɜ Ⱥ ȼ
ɉ Ⱥɥɝɨɪɢɬɦɵ 'DWD 6FLHQFH ɢ ɢɯ ɩɪɚɤɬɢɱɟɫɤɚɹ ɪɟɚɥɢɡɚɰɢɹ ɧɚ 3\WKRQ ɭɱɟɛɧɨɟ ɩɨ ɫɨɛɢɟ Ⱥ ȼ ɉɪɨɬɨɞɶɹɤɨɧɨɜ ɉ Ⱥ ɉɵɥɨɜ ȼ ȿ ɋɚɞɨɜɧɢɤɨɜ. – Ɇɨɫɤɜɚ ȼɨɥɨɝɞɚ ɂɧɮɪɚ ɂɧɠɟɧɟɪɢɹ – 392 ɫ ɢɥ ɬɚɛɥ
,6%1 5 1006 9
Ɋɚɫɫɦɨɬɪɟɧ ɩɨɥɧɵɣ ɤɚɫɤɚɞ ɪɚɡɪɚɛɨɬɤɢ ɦɨɞɟɥɟɣ ɢɫɤɭɫɫɬɜɟɧɧɨɝɨ ɢɧɬɟɥɥɟɤɬɚ ɉɪɨɚɧɚɥɢ ɡɢɪɨɜɚɧɚ ɨɛɥɚɫɬɶ 'DWD 6FLHQFH ɢɡ ɤɨɬɨɪɨɣ ɜɵɞɟɥɟɧɵ ɜɫɟ ɧɟɨɛɯɨɞɢɦɵɟ ɞɥɹ ɩɪɢɤɥɚɞɧɨɣ ɫɮɟɪɵ ɚɥɝɨɪɢɬɦɵ ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ ɪɚɫɩɨɥɨɠɟɧɧɵɟ ɩɨ ɭɪɨɜɧɸ ɜɨɡɪɚɫɬɚɧɢɹ ɫɥɨɠɧɨɫɬɢ ɪɚɛɨɬɵ ɫ ɧɢɦɢ.
Ⱦɥɹ ɫɬɭɞɟɧɬɨɜ ɢɡɭɱɚɸɳɢɯ ɢɧɮɨɪɦɚɰɢɨɧɧɵɟ ɬɟɯɧɨɥɨɝɢɢ Ɇɨɠɟɬ ɛɵɬɶ ɩɨɥɟɡɧɨ ɤɚɤ ɧɚɱɢɧɚɸɳɢɦ ɩɪɨɝɪɚɦɦɢɫɬɚɦ ɬɚɤ ɢ ɫɩɟɰɢɚɥɢɫɬɚɦ ɜɵɫɨɤɨɝɨ ɭɪɨɜɧɹ
ɍȾɄ 004.89 ȻȻɄ 32.813
,6%1 5 1006 9 |
© ɉɪɨɬɨɞɶɹɤɨɧɨɜ Ⱥ ȼ ɉɵɥɨɜ ɉ Ⱥ ɋɚɞɨɜɧɢɤɨɜ ȼ ȿ 2022 |
|
ɂɡɞɚɬɟɥɶɫɬɜɨ ©ɂɧɮɪɚ ɂɧɠɟɧɟɪɢɹª |
|
Ɉɮɨɪɦɥɟɧɢɟ ɂɡɞɚɬɟɥɶɫɬɜɨ ©ɂɧɮɪɚ ɂɧɠɟɧɟɪɢɹª |
2
ǼDZǹǮǰǹdzǻǶdz |
|
ǽȞȓȒȖȟșȜȐȖȓ.............................................................................................................................. |
|
ȅȎȟȠȪ ǽȞȜȤȓȟȟ ȚȎȦȖțțȜȑȜ ȜȏȡȥȓțȖȭ......................................................................... |
8 |
Ɂɚɞɚɱɢ ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ...................................................................................................... |
8 |
Ɇɨɞɟɥɶ ɢ ɩɪɨɰɟɫɫ ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ................................................................................. |
10 |
ɉɨɧɹɬɢɟ (7/.............................................................................................................................. |
12 |
ɉɨɧɹɬɢɟ ('$............................................................................................................................. |
13 |
ɉɨɞɝɨɬɨɜɤɚ ɞɚɧɧɵɯ................................................................................................................... |
15 |
Ɋɚɡɛɢɟɧɢɟ ɜɵɛɨɪɤɢ.................................................................................................................... |
18 |
Ɉɩɬɢɦɢɡɚɰɢɹ ɝɢɩɟɪɩɚɪɚɦɟɬɪɨɜ ............................................................................................... |
21 |
ɇɟɞɨɨɛɭɱɟɧɢɟ ɢ ɩɟɪɟɨɛɭɱɟɧɢɟ................................................................................................. |
23 |
ɋɦɟɳɟɧɢɟ ɪɚɡɛɪɨɫ ɢ ɨɲɢɛɤɚ ɞɚɧɧɵɯ..................................................................................... |
|
ɂɫɩɨɥɶɡɨɜɚɧɢɟ +').................................................................................................................. |
30 |
ȅȎȟȠȪ ǺȓȠȞȖȘȖ Ȗ ȚȜȒȓșȖ ȜȏȧȖȓ................................................................................. |
33 |
Ɇɟɬɨɞ ɦɚɤɫɢɦɚɥɶɧɨɝɨ ɩɪɚɜɞɨɩɨɞɨɛɢɹ.................................................................................... |
33 |
Ɇɟɬɨɞ ɧɚɢɦɟɧɶɲɢɯ ɤɜɚɞɪɚɬɨɜ................................................................................................. |
36 |
Ⱥɩɩɪɨɤɫɢɦɚɰɢɹ ɩɪɨɩɭɫɤɨɜ ɜ ɞɚɧɧɵɯ...................................................................................... |
38 |
ɋɪɟɞɧɟɤɜɚɞɪɚɬɢɱɧɚɹ ɨɲɢɛɤɚ................................................................................................... |
40 |
Ɇɟɬɪɢɤɢ ɢ ɪɚɫɫɬɨɹɧɢɹ.............................................................................................................. |
42 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș -2................................................................................. |
45 |
ɉɪɨɰɟɫɫ (7/.............................................................................................................................. |
45 |
ɂɧɬɟɪɩɨɥɹɰɢɹ ɢ ɷɤɫɬɪɚɩɨɥɹɰɢɹ............................................................................................... |
50 |
Ɉɰɟɧɤɚ ɦɨɞɟɥɢ........................................................................................................................... |
52 |
Ʌɢɧɟɣɧɚɹ ɪɟɝɪɟɫɫɢɹ .................................................................................................................. |
55 |
Ɉɩɬɢɦɢɡɚɰɢɹ ɩɨɬɪɟɛɥɟɧɢɹ ɩɚɦɹɬɢ.......................................................................................... |
|
('$ ɢ ɢɫɫɥɟɞɨɜɚɧɢɟ ɡɚɜɢɫɢɦɨɫɬɟɣ ɜ ɞɚɧɧɵɯ........................................................................ |
61 |
Ɂɚɩɨɥɧɟɧɢɟ ɩɪɨɩɭɫɤɨɜ ɜ ɞɚɧɧɵɯ ............................................................................................. |
69 |
ȅȎȟȠȪ ǺȜȒȓșȖ șȖțȓȗțȜȗ ȞȓȑȞȓȟȟȖȖ .......................................................................... |
|
Ʌɢɧɟɣɧɚɹ ɪɟɝɪɟɫɫɢɹ ɢ / B/ ɪɟɝɭɥɹɪɢɡɚɰɢɹ......................................................................... |
|
ɂɡɨɬɨɧɢɱɟɫɤɚɹ ɪɟɝɪɟɫɫɢɹ.......................................................................................................... |
|
%,& ɢ $,&................................................................................................................................... |
|
ɉɨɥɢɧɨɦɢɚɥɶɧɚɹ ɪɟɝɪɟɫɫɢɹ...................................................................................................... |
9 |
Ʌɢɧɟɚɪɢɡɚɰɢɹ ɪɟɝɪɟɫɫɢɢ........................................................................................................... |
81 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ..................................................................................... |
84 |
Ɉɛɨɝɚɳɟɧɢɟ ɞɚɧɧɵɯ.................................................................................................................. |
84 |
ɂɟɪɚɪɯɢɹ ɦɨɞɟɥɟɣ..................................................................................................................... |
94 |
Ɉɩɬɢɦɢɡɚɰɢɹ ɪɟɝɪɟɫɫɢɢ.......................................................................................................... |
101 |
ɗɤɫɩɨɪɬ ɢ ɢɦɩɨɪɬ ɞɚɧɧɵɯ...................................................................................................... |
105 |
Ⱥɧɫɚɦɛɥɶ ɪɟɝɪɟɫɫɢɨɧɧɵɯ ɦɨɞɟɥɟɣ........................................................................................ |
114 |
Ɋɚɫɱɟɬ ɪɟɡɭɥɶɬɚɬɨɜ.................................................................................................................. |
120 |
3
ȅȎȟȠȪ ǺȜȒȓșȖ ȘșȎȟȟȖȢȖȘȎȤȖȖ Ȗ ȓȮ ȚȓȠȞȖȘȖ..................................................... |
132 |
Ɍɨɱɧɨɫɬɶ ɢ ɩɨɥɧɨɬɚ................................................................................................................. |
132 |
) ɦɟɪɚ....................................................................................................................................... |
134 |
52& $8& ɢ *LQL...................................................................................................................... |
136 |
Ɉɰɟɧɤɚ Ʉɚɩɩɚ Ʉɨɷɧɚ............................................................................................................... |
139 |
ȼɡɜɟɲɟɧɧɚɹ ɤɜɚɞɪɚɬɢɱɧɚɹ ɨɰɟɧɤɚ Ʉɚɩɩɚ Ʉɨɷɧɚ................................................................... |
140 |
Ʌɨɝɢɫɬɢɱɟɫɤɚɹ ɮɭɧɤɰɢɹ ɩɨɬɟɪɶ............................................................................................. |
142 |
Ɇɟɬɨɞ ɛɥɢɠɚɣɲɢɯ ɫɨɫɟɞɟɣ .................................................................................................... |
144 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
1 |
ɋɬɪɚɯɨɜɨɣ ɫɤɨɪɢɧɝ.................................................................................................................. |
1 |
) ɢ Ʉɚɩɩɚ ɨɰɟɧɤɢ ɤɥɚɫɫɢɮɢɤɚɰɢɢ........................................................................................ |
155 |
Ɇɟɬɨɞ ɛɥɢɠɚɣɲɢɯ ɫɨɫɟɞɟɣ .................................................................................................... |
161 |
ɇɚɢɜɧɵɣ Ȼɚɣɟɫ ɜ ɡɚɞɚɱɟ ɤɥɚɫɫɢɮɢɤɚɰɢɢ ɫɤɨɪɢɧɝɚ ɢ ɨɩɬɢɦɢɡɚɰɢɢ |
|
ɩɨɬɪɟɛɥɟɧɢɹ ɩɚɦɹɬɢ................................................................................................................ |
165 |
Ʌɨɝɢɫɬɢɱɟɫɤɚɹ ɪɟɝɪɟɫɫɢɹ........................................................................................................ |
|
ɂɟɪɚɪɯɢɹ ɥɨɝɢɫɬɢɱɟɫɤɨɣ ɪɝɟɪɟɫɫɢɢ...................................................................................... |
|
Ɇɟɬɨɞ ɨɩɨɪɧɵɯ ɜɟɤɬɨɪɨɜ (6XSSRUW 9HFWRU 0DFKLQH) ............................................................ |
1 |
ȅȎȟȠȪ ǮțȟȎȚȏșȓȐȩȓ ȚȜȒȓșȖ ...................................................................................... |
183 |
Ⱥɧɫɚɦɛɥɟɜɵɟ ɦɨɞɟɥɢ.............................................................................................................. |
183 |
Ȼɭɬɫɪɷɩ..................................................................................................................................... |
185 |
Ȼɷɝɝɢɧɝ...................................................................................................................................... |
186 |
ɋɥɭɱɚɣɧɵɣ ɥɟɫ......................................................................................................................... |
188 |
2XW RI %DJ ................................................................................................................................ |
190 |
ɋɜɟɪɯɫɥɭɱɚɣɧɵɟ ɞɟɪɟɜɶɹ........................................................................................................ |
192 |
Ⱥɞɚɩɬɢɜɧɵɣ ɛɭɫɬɢɧɝ............................................................................................................... |
194 |
/RJLW%RRVW %URZQ%RRVW ɢ /2%RRVW......................................................................................... |
|
Ƚɪɚɞɢɟɧɬɧɵɣ ɫɩɭɫɤ................................................................................................................. |
200 |
Ƚɪɚɞɢɟɧɬɧɵɣ ɛɭɫɬɢɧɝ ɢ ;*%RRVW.......................................................................................... |
203 |
ɋɬɨɯɚɫɬɢɱɟɫɤɢɣ ɝɪɚɞɢɟɧɬɧɵɣ ɛɭɫɬɢɧɝ.................................................................................. |
205 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
208 |
Ɋɟɲɚɸɳɢɟ ɞɟɪɟɜɶɹ.................................................................................................................. |
208 |
ɋɥɭɱɚɣɧɵɣ ɥɟɫ......................................................................................................................... |
212 |
Ȼɭɫɬɢɧɝ ɫ ;*%RRVW.................................................................................................................. |
216 |
ȅȎȟȠȪ ǽȞȜȒȐȖțȡȠȩȓ ȎțȟȎȚȏșȖ................................................................................... |
220 |
/LJKW*%0................................................................................................................................. |
220 |
&DW%RRVW.................................................................................................................................... |
222 |
Ⱥɧɫɚɦɛɥɶ ɫɬɟɤɢɧɝɚ.................................................................................................................. |
224 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
228 |
/LJKW*%0................................................................................................................................. |
228 |
&DW%RRVW.................................................................................................................................... |
232 |
Ⱥɧɫɚɦɛɥɶ ɤɥɚɫɫɢɮɢɤɚɰɢɢ....................................................................................................... |
238 |
Ɋɚɫɱɟɬ ɪɟɡɭɥɶɬɚɬɨɜ.................................................................................................................. |
243 |
4
ȅȎȟȠȪ ǶȟȘȡȟȟȠȐȓțțȩȓ țȓȗȞȜțțȩȓ ȟȓȠȖ................................................................. |
|
ɂɫɤɭɫɫɬɜɟɧɧɵɟ ɧɟɣɪɨɧɧɵɟ ɫɟɬɢ............................................................................................ |
|
ɋɥɨɢ ɜ ɧɟɣɪɨɫɟɬɹɯ................................................................................................................... |
250 |
ɇɟɣɪɨɧ ɫɦɟɳɟɧɢɹ.................................................................................................................... |
251 |
Ɏɭɧɤɰɢɢ ɚɤɬɢɜɚɰɢɢ................................................................................................................. |
253 |
Ɉɛɪɚɬɧɨɟ ɪɚɫɩɪɨɫɬɪɚɧɟɧɢɟ ɨɲɢɛɤɢ...................................................................................... |
256 |
Ɇɧɨɝɨɫɥɨɣɧɵɣ ɩɟɪɰɟɩɬɪɨɧ.................................................................................................... |
258 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
261 |
Ɂɚɞɚɱɚ ɩɪɟɞɫɤɚɡɚɧɢɹ ɮɨɪɦɵ ɨɛɥɚɤɨɜ.................................................................................... |
261 |
ɉɪɟɞɨɛɪɚɛɨɬɤɚ ɢɡɨɛɪɚɠɟɧɢɣ................................................................................................. |
266 |
Ɉɩɨɪɧɵɟ ɜɟɤɬɨɪɵ ɢ ɤɨɷɮɮɢɰɢɟɧɬ ɫɯɨɞɫɬɜɚ......................................................................... |
|
Ⱦɜɭɯɫɥɨɣɧɵɣ ɩɟɪɰɟɩɬɪɨɧ ...................................................................................................... |
|
ȅȎȟȠȪ ǼȏȡȥȓțȖȓ țȓȗȞȜȟȓȠȖ........................................................................................ |
8 |
ɗɩɨɯɢ ɩɚɤɟɬɵ ɢɬɟɪɚɰɢɢ........................................................................................................ |
8 |
Ɉɩɬɢɦɢɡɚɰɢɹ ɧɟɣɪɨɧɧɨɣ ɫɟɬɢ ɩɨ ɇɟɫɬɟɪɨɜɭ........................................................................ |
9 |
Ⱥɞɚɩɬɢɜɧɚɹ ɨɩɬɢɦɢɡɚɰɢɹ ɧɟɣɪɨɧɧɨɣ ɫɟɬɢ........................................................................... |
281 |
506SURS $GDGHOWD $GDP....................................................................................................... |
282 |
Ɉɩɬɢɦɢɡɚɰɢɹ ɧɟɣɪɨɧɧɵɯ ɫɟɬɟɣ.............................................................................................. |
283 |
ɉɚɤɟɬɧɚɹ ɧɨɪɦɚɥɢɡɚɰɢɹ.......................................................................................................... |
285 |
Ɋɟɝɭɥɹɪɢɡɚɰɢɹ ɨɛɭɱɟɧɢɹ ɧɟɣɪɨɧɧɵɯ ɫɟɬɟɣ........................................................................... |
|
Ɇɟɬɨɞɵ ɢɧɢɰɢɚɥɢɡɚɰɢɢ ɜɟɫɨɜ ɜ ɧɟɣɪɨɧɧɵɯ ɫɟɬɹɯ.............................................................. |
288 |
Ⱦɨɩɨɥɧɟɧɢɟ ɞɚɧɧɵɯ................................................................................................................ |
290 |
ɋɜɟɪɬɤɚ ɢ ɩɨɞɜɵɛɨɪɤɚ............................................................................................................ |
292 |
ɋɜɟɪɬɨɱɧɵɟ ɧɟɣɪɨɧɧɵɟ ɫɟɬɢ.................................................................................................. |
294 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
296 |
ɋɜɟɪɬɤɚ ɢ ɩɪɟɞɜɵɛɨɪɤɚ........................................................................................................... |
296 |
Ⱥɤɬɢɜɚɰɢɹ ɢ ɨɩɬɢɦɢɡɚɬɨɪɵ.................................................................................................... |
300 |
ɇɨɪɦɚɥɢɡɚɰɢɹ ɢ ɩɟɪɟɨɛɭɱɟɧɢɟ.............................................................................................. |
305 |
Ⱦɨɩɨɥɧɟɧɢɟ ɢɡɨɛɪɚɠɟɧɢɣ....................................................................................................... |
310 |
ȅȎȟȠȪ ǮȞȣȖȠȓȘȠȡȞȩ ȟȐȓȞȠȜȥțȩȣ țȓȗȞȜȟȓȠȓȗ..................................................... |
315 |
/H1HW......................................................................................................................................... |
315 |
$OH[1HW..................................................................................................................................... |
31 |
9**.......................................................................................................................................... |
320 |
*RRJ/H1HW................................................................................................................................ |
323 |
,QFHSWLRQ.................................................................................................................................... |
325 |
5HV1HW....................................................................................................................................... |
329 |
5HV1HW;W................................................................................................................................... |
331 |
6( 5HV1HW................................................................................................................................. |
333 |
(IILFLHQW1HW............................................................................................................................... |
334 |
'HQVH1HW................................................................................................................................... |
336 |
0RELOH1HW.................................................................................................................................. |
338 |
ȅȎȟȠȪ ȝȞȎȘȠȖȥȓȟȘȖȣ țȎȐȩȘȜȐ Ș ................................................................................... |
341 |
/H1HW ɢ $OH[1HW....................................................................................................................... |
341 |
9** ɢ 9** ..................................................................................................................... |
345 |
5
*RRJ/H1HW ɢ ,QFHSWLRQ %1...................................................................................................... |
349 |
,QFHSWLRQ 9 ɢ V4..................................................................................................................... |
361 |
5HV1HW....................................................................................................................................... |
365 |
Ⱥɪɯɢɬɟɤɬɭɪɚ ɧɟɣɪɨɫɟɬɢ.......................................................................................................... |
369 |
0RELOH1HW ɞɥɹ ɪɚɡɥɢɱɧɵɯ ɩɪɟɞɦɟɬɧɵɯ ɨɛɥɚɫɬɟɣ................................................................. |
|
ǯȖȏșȖȜȑȞȎȢȖȥȓȟȘȖȗ ȟȝȖȟȜȘ ........................................................................................... |
380 |
ǽȞȖșȜȔȓțȖȓ ȼɚɪɢɚɧɬɵ ɡɚɞɚɧɢɣ ɞɥɹ ɫɚɦɨɫɬɨɹɬɟɥɶɧɨɣ ɪɟɚɥɢɡɚɰɢɢ ɚɥɝɨɪɢɬɦɨɜ |
|
ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ................................................................................................................. |
384 |
ǽȞȖșȜȔȓțȖȓ ȼɚɪɢɚɧɬɵ ɡɚɞɚɧɢɣ ɞɥɹ ɢɫɫɥɟɞɨɜɚɬɟɥɶɫɤɢɯ ɪɚɛɨɬ ɜ ɨɛɥɚɫɬɢ |
|
ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ................................................................................................................. |
|
ǽȞȖșȜȔȓțȖȓ ȼɚɪɢɚɧɬɵ ɡɚɞɚɧɢɣ ɜɤɥɸɱɚɸɳɢɟ ɜ ɫɟɛɹ ɫɚɦɨɫɬɨɹɬɟɥɶɧɵɣ ɷɬɚɩ |
|
'DWD 0LQLQJ ɞɥɹ ɩɨɫɬɪɨɟɧɢɹ (QG 7R (QG ɪɟɲɟɧɢɣ ɜ ɨɛɥɚɫɬɢ ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ......... |
388 |
6
ǽǾdzDzǶǿǹǼǰǶdz
Ⱦɚɧɧɨɟ ɭɱɟɛɧɨɟ ɩɨɫɨɛɢɟ ɩɪɟɞɩɨɥɚɝɚɟɬ ɨɛɭɱɟɧɢɟ ɫɬɭɞɟɧɬɨɜ ɬɟɯɧɢɱɟɫɤɢɯ ɫɩɟɰɢɚɥɶɧɨɫɬɟɣ ɢɹɜɥɹɟɬɫɹɩɪɨɮɢɥɶɧɵɦɞɥɹɫɬɭɞɟɧɬɨɜɢɧɮɨɪɦɚɰɢɨɧɧɵɯ ɬɟɯ ɧɨɥɨɝɢɣ ɧɚɜɵɤɚɦ ɢ ɦɟɬɨɞɢɤɚɦ ɪɚɛɨɬɵ ɫ ɫɥɨɠɧɵɦɢ ɦɨɞɟɥɹɦɢ ɦɚɲɢɧɧɨɝɨ ɢ ɝɥɭɛɨɤɨɝɨ ɨɛɭɱɟɧɢɹ
Ɉɬɥɢɱɢɬɟɥɶɧɨɣ ɱɟɪɬɨɣ ɩɨɫɨɛɢɹ ɨɬ ɞɪɭɝɢɯ ɫɯɨɠɢɯ ɤɭɪɫɨɜ ɨɛɭɱɟɧɢɹ ɢɫ ɤɭɫɫɬɜɟɧɧɨɦɭ ɢɧɬɟɥɥɟɤɬɭ ɨɧɥɚɣɧ ɩɥɨɳɚɞɤɢ ɢɧɬɟɪɧɟɬ ɤɭɪɫɵ ɹɜɥɹɟɬɫɹ ɩɥɚɜ ɧɨɫɬɶɜɨɡɪɚɫɬɚɧɢɹɫɥɨɠɧɨɫɬɢɢɰɟɥɨɫɬɧɨɫɬɶɥɨɝɢɤɢɩɨɜɟɫɬɜɨɜɚɧɢɹ ɋɥɨɠɧɨɫɬɶ ɜɯɨɞɧɨɝɨ ɩɨɪɨɝɚ ɤ ɢɡɭɱɟɧɢɸ ɚɥɝɨɪɢɬɦɨɜ ɢ ɦɨɞɟɥɟɣ ɦɚɲɢɧɧɨɝɨ ɝɥɭɛɨɤɨɝɨ ɨɛɭɱɟɧɢɹɹɜɥɹɟɬɫɹ ɦɢɧɢɦɚɥɶɧɨɣ ɢɡ ɜɫɟɯɜɨɡɦɨɠɧɵɯ ɬɨ ɟɫɬɶɞɚɠɟ ɧɟɩɨɞɝɨɬɨɜ ɥɟɧɧɵɣ ɫɬɭɞɟɧɬ ɦɨɠɟɬ ɧɚɱɚɬɶ ɨɛɭɱɟɧɢɸ ɩɨ ɧɚɫɬɨɹɳɟɦɭ ɭɱɟɛɧɨɦɭ ɩɨɫɨɛɢɸ ɢ ɩɥɚɜɧɨ ɭɩɪɨɱɧɹɬɶ ɫɜɨɢ ɧɚɜɵɤɢ ɞɨ ɭɪɨɜɧɹ -XQLRU 'DWD 6FLHQWLVWV.
ɋɨɫɬɚɜ ɢ ɩɨɫɥɟɞɨɜɚɬɟɥɶɧɨɫɬɶ ɜɚɪɢɚɧɬɨɜ ɪɚɛɨɬ ɜ ɭɱɟɛɧɨɦ ɩɨɫɨɛɢɢ ɨɪɝɚ ɧɢɡɨɜɚɧɵ ɩɨ ɥɨɝɢɱɟɫɤɨɦɭ ɜɨɡɪɚɫɬɚɧɢɸ ɭɪɨɜɧɹ ɫɥɨɠɧɨɫɬɢ Ɍɚɤɢɦ ɨɛɪɚɡɨɦ ɩɪɟɞɥɨɠɟɧɧɵɟ ɡɚɞɚɧɢɹ ɦɨɝɭɬ ɛɵɬɶ ɨɫɜɨɟɧɵ ɫɬɭɞɟɧɬɚɦɢ ɧɟ ɬɨɥɶɤɨ ɜ ɪɚɦɤɚɯ ɤɭɪɫɚ ɞɢɫɰɢɩɥɢɧɵ ɧɨ ɢ ɩɨ ɫɜɨɟɦɭ ɢɧɬɟɪɟɫɭ ɫɬɭɞɟɧɬɵ ɦɨɝɭɬ ɫɚɦɨɫɬɨɹɬɟɥɶɧɨ ɩɨɜɵɲɚɬɶ ɫɜɨɢ ɧɚɜɵɤɢ ɢ ɭɦɟɧɢɹ ɧɚ ɛɨɥɟɟ ɫɥɨɠɧɵɯ ɡɚɞɚɧɢɹɯ ɧɟ ɡɚɬɪɚɱɢɜɚɹ ɞɨɩɨɥɧɢɬɟɥɶɧɨɟ ɜɪɟɦɹ ɧɚ ɩɨɢɫɤ ɡɚɞɚɧɢɣ ɢ ɧɚɛɨɪɨɜ ɞɚɧɧɵɯ ɜ ɫɟɬɢ ɂɧɬɟɪɧɟɬ
ɉɨɥɧɨɟ ɨɫɜɨɟɧɢɟ ɪɚɛɨɬ ɩɨ ɞɚɧɧɨɦɭ ɭɱɟɛɧɨɦɭ ɩɨɫɨɛɢɸ ɩɪɢ ɭɫɥɨɜɢɢ ɫɚ ɦɨɫɬɨɹɬɟɥɶɧɨɝɨɜɵɩɨɥɧɟɧɢɹɩɪɚɤɬɢɱɟɫɤɢɯɪɚɛɨɬ ɝɚɪɚɧɬɢɪɭɟɬɩɨɹɜɥɟɧɢɟɭɫɬɭ ɞɟɧɬɚ ɧɚɜɵɤɨɜ ɢ ɭɦɟɧɢɣ KDUG VNLOOV ɧɟɨɛɯɨɞɢɦɵɯ ɢ ɞɨɫɬɚɬɨɱɧɵɯ ɞɥɹ ɬɪɭɞɨ ɭɫɬɪɨɣɫɬɜɚ ɜ ɤɨɦɩɚɧɢɢ ɩɨ ɫɩɟɰɢɚɥɶɧɨɫɬɢ -XQLRU 'DWD 6FLHQWLVWV 'DWD $QDO\VW1.
1 ɋɨɝɥɚɫɧɨ ɪɟɚɥɶɧɵɦ ɞɚɧɧɵɦ ɚɧɤɟɬ ɨɞɧɨɝɨ ɢɡ ɤɪɭɩɧɟɣɲɢɯ ɜ ɊɎ ɩɨɢɫɤɨɜɵɯ ɫɟɪɜɢɫɨɜ ɪɚɛɨɬɵKWWSV VSE KK UX YDFDQFLHV GDWD DQDO\VW ɢ KWWSV VSE KK UX VHDUFK YDFDQF\"FOXVWHUV WUXH DUHD RUHGB FOXVWHUV WUXH HQDEOHBVQLSSHWV WUXH VDODU\ WH[W GDWD VFLHQWLVWV ɩɨ ɫɨɫɬɨɹɧɢɸ ɧɚ ɤɨɧɟɰ ɧɨɹɛɪɹ – ɧɚɱɚɥɨ ɞɟɤɚɛɪɹ ɝɨɞɚ
7
ȅȎȟȠȪ ǽǾǼȄdzǿǿ ǺǮȆǶǻǻǼDZǼ ǼǯȁȅdzǻǶȍ
ǵǮDzǮȅǶ ǺǮȆǶǻǻǼDZǼ ǼǯȁȅdzǻǶȍ
ɇɚɱɢɧɚɬɶɡɧɚɤɨɦɫɬɜɨɫɦɚɲɢɧɧɵɦɨɛɭɱɟɧɢɟɦɥɨɝɢɱɧɨɫɨɛɡɨɪɚɬɟɯɡɚɞɚɱɤɥɚɫɫɢɮɢɤɚɰɢɢ ɡɚɞɚɱ ɤɨɬɨɪɵɟ ɨɬɧɨɫɹɬɫɹ ɤ ɦɚɲɢɧɧɨɦɭ ɨɛɭɱɟɧɢɸ Ⱦɚɧɧɵɦ ɡɚɞɚɱɚɦ ɢ ɦɟɬɨɞɚɦ ɢɯ ɪɟɲɟɧɢɹ ɛɭɞɭɬ ɩɨɫɜɹɳɟɧɵ ɫɥɟɞɭɸɳɢɟ ɪɚɡɞɟɥɵ ɭɱɟɛ ɧɨɝɨ ɩɨɫɨɛɢɹ
Ʉɥɚɫɫɢɮɢɤɚɰɢɣ ɡɚɞɚɱ ɜ ɦɚɲɢɧɧɨɦ ɨɛɭɱɟɧɢɢ ɨɱɟɧɶ ɦɧɨɝɨ ɧɟɤɨɬɨɪɵɟ ɢɞɭɬ ɨɬ ɫɩɨɫɨɛɚ ɪɟɲɟɧɢɹ ɞɪɭɝɢɟ ɨɬ ɦɟɬɨɞɚ ɪɟɲɟɧɢɹ ɜ ɧɚɲɟɦ ɫɥɭɱɚɟ ɩɪɢɦɟɦ ɡɚ ɨɫɧɨɜɭ ɫɚɦɭɸ ɨɛɳɭɸ ɢ ɧɚɢɛɨɥɟɟ ɩɪɨɫɬɭɸ ɤɥɚɫɫɢɮɢɤɚɰɢɸ ɜɵɞɟɥɹɸɳɭɸ ɬɪɢ ɨɫɧɨɜɧɵɯ ɝɪɭɩɩɵ ɜ ɡɚɞɚɱɚɯ ɦɚɲɢɧɧɨɝɨ ɨɛɭɱɟɧɢɹ
1.Ɉɛɭɱɟɧɢɟ ɫ ɭɱɢɬɟɥɟɦ.
2.Ɉɛɭɱɟɧɢɟ ɛɟɡ ɭɱɢɬɟɥɹ.
3.Ɉɛɭɱɟɧɢɟ ɫ ɩɨɞɤɪɟɩɥɟɧɢɟɦ
ɇɚɱɧɟɦ ɫ ɩɟɪɜɨɣ ɝɪɭɩɩɵ ɡɚɞɚɱ Ɍɚɤɚɹ ɤɨɧɰɟɩɰɢɹ ɩɨɞɪɚɡɭɦɟɜɚɟɬ ɩɨɞ ɫɨ ɛɨɣ ɬɨɬ ɮɚɤɬ ɱɬɨ ɭ ɧɚɫ ɟɫɬɶ ɧɚ ɜɯɨɞɟ ɧɟɤɨɬɨɪɵɟ ɞɚɧɧɵɟ ɞɥɹ ɤɨɬɨɪɵɯ ɢɡɜɟɫɬɟɧ ɨɬɜɟɬ ɡɚɞɚɱɚɨɱɟɧɶɩɨɯɨɠɚɧɚɚɪɢɮɦɟɬɢɱɟɫɤɭɸ ɝɟɨɦɟɬɪɢɱɟɫɤɭɸɩɪɨɝɪɟɫɫɢɸ ɤɨɝɞɚ ɧɭɠɧɨ ɭɝɚɞɚɬɶ ɫɥɟɞɭɸɳɟɟ ɩɪɟɞɵɞɭɳɟɟ ɱɢɫɥɨ ɜ ɪɹɞɭ ɱɢɫɟɥ ɉɪɢ ɷɬɨɦɭ ɭ ɧɚɫ ɟɫɬɶ ɧɟɤɨɬɨɪɵɟ ɧɨɜɵɟ ɞɚɧɧɵɟ ɞɥɹ ɤɨɬɨɪɵɯ ɬɪɟɛɭɟɬɫɹ ɧɚɣɬɢ ɩɪɚɜɢɥɶɧɨɟ ɡɧɚɱɟɧɢɟ ɧɚɢɛɨɥɟɟ ɩɪɚɜɢɥɶɧɨɟ ɬɚɤ ɤɚɤ ɦɚɲɢɧɧɨɟ ɨɛɭɱɟɧɢɟ ɩɪɟɞɩɨɥɚɝɚɟɬ ɜɨɡɦɨɠɧɨɫɬɶ ɩɪɢ ɤɨɬɨɪɨɦ ɦɨɠɟɬ ɧɟ ɛɵɬɶ ɨɞɧɨɡɧɚɱɧɨ ɩɪɚɜɢɥɶɧɨɝɨ ɨɬɜɟɬɚ ɧɚ ɩɨɫɬɚɜɥɟɧɧɵɣ ɜɨɩɪɨɫ Ɍɨ ɟɫɬɶ ɫɭɳɟɫɬɜɭɟɬ ɧɟɤɨɬɨɪɵɣ ɧɚɛɨɪ ɨɬɜɟɬɨɜ ɤɚɠɞɵɣ ɢɡ ɤɨɬɨɪɵɯ ɩɨ ɫɜɨɟɦɭ ɛɥɢɡɨɤ ɤ ɩɪɚɜɢɥɶɧɨɦɭ ɧɨ ɫɤɨɪɟɟ ɜɫɟɝɨ ɩɪɚɜɢɥɶɧɵɦ ɧɟ ɹɜɥɹɟɬɫɹ ɜɫɟɝɞɚ ɫɭɳɟɫɬɜɭɟɬ ɨɩɪɟɞɟɥɟɧɧɚɹ ɫɬɚɬɢɫɬɢɱɟɫɤɚɹ ɨɲɢɛɤɚ
Ɉɛɭɱɟɧɢɟ ɫ ɭɱɢɬɟɥɟɦ – ɧɚɢɛɨɥɟɟ ɩɪɨɫɬɨɣ ɤɥɚɫɫ ɡɚɞɚɱ ɜ ɦɚɲɢɧɧɨɦ ɨɛɭ ɱɟɧɢɢ ɬɚɤ ɤɚɤ ɩɪɟɞɩɨɥɚɝɚɟɬ ɱɬɨɭ ɧɚɫ ɭɠɟ ɟɫɬɶ ɫɨɛɪɚɧɧɵɟ ɞɚɧɧɵɟ ɧɚ ɷɬɢ ɞɚɧ ɧɵɟ ɟɫɬɶ ɩɪɚɜɢɥɶɧɵɣ ɨɬɜɟɬɵ ɢ ɩɨ ɚɧɚɥɨɝɢɱɧɵɦ ɞɚɧɧɵɦ ɧɚɦ ɧɭɠɧɨ ɩɪɟɞɫɤɚ ɡɚɬɶ ɨɬɜɟɬ ɤɨɬɨɪɵɣ ɛɭɞɟɬ ɩɨɯɨɠ ɧɚ ɩɪɚɜɢɥɶɧɵɣ ɢ ɦɚɤɫɢɦɚɥɶɧɨ ɛɥɢɡɨɤ ɤ ɩɪɚ ɜɢɥɶɧɨɦɭ ɜɨ ɜɫɹɤɨɦ ɫɥɭɱɚɟ ɦɵ ɫɦɨɠɟɦ ɨɰɟɧɢɬɶ ɧɚɫɤɨɥɶɤɨ ɩɪɟɞɫɤɚɡɵɜɚɟɦɵɣ
8
ɨɬɜɟɬ ɛɥɢɡɨɤ ɤ ɩɪɚɜɢɥɶɧɨɦɭ ȼ ɨɛɭɱɟɧɢɢ ɫ ɭɱɢɬɟɥɟɦ ɜɵɞɟɥɹɸɬ ɞɜɟ ɨɫɧɨɜɧɵɟ ɡɚɞɚɱɢ
xɡɚɞɚɱɚ ɪɟɝɪɟɫɫɢɢ
xɡɚɞɚɱɚ ɤɥɚɫɫɢɮɢɤɚɰɢɢ
ɉɨ ɫɭɬɢ ɨɧɢ ɞɨɫɬɚɬɨɱɧɨ ɩɨɯɨɠɢ ɞɪɭɝ ɧɚ ɞɪɭɝɚ ɬɨɥɶɤɨ ɜ ɡɚɞɚɱɢ ɪɟɝɪɟɫ ɫɢɢ ɦɵ ɩɪɟɞɫɤɚɡɵɜɚɟɦ ɱɢɫɥɨɜɨɟ ɡɧɚɱɟɧɢɟ ɚ ɜ ɡɚɞɚɱɢ ɤɥɚɫɫɢɮɢɤɚɰɢɢ ɨɬɜɟɬ ɩɪɟɞɫɬɚɜɥɟɧ ɜ ɜɢɞɟ ɪɚɧɝɚ ɢɥɢ ɤɚɬɟɝɨɪɢɢ ɩɨ ɮɚɤɬɭ – ɧɟɱɢɫɥɨɜɨɟ ɡɧɚɱɟɧɢɟ Ɂɚ ɞɚɱɢ ɪɟɲɚɸɬɫɹ ɨɞɧɢɦɢ ɢ ɬɟɦɢ ɠɟ ɚɥɝɨɪɢɬɦɚɦɢ ɧɨ ɩɪɢɧɹɬɨ ɢɯ ɪɚɡɞɟɥɹɬɶ ɢ ɝɨ ɜɨɪɢɬɶ ɱɬɨ ɟɫɥɢ ɩɪɟɞɫɤɚɡɵɜɚɟɬɫɹ ɱɢɫɥɨɜɨɟ ɡɧɚɱɟɧɢɟ – ɬɨ ɷɬɨ ɬɨɱɧɨ ɡɚɞɚɱɚ ɪɟ ɝɪɟɫɫɢɢ ɭ ɧɟɺ ɫɜɨɣ ɧɚɛɨɪ ɦɟɬɨɞɨɜ – ɥɢɧɟɣɧɚɹ ɪɟɝɪɟɫɫɢɹ ɧɟɥɢɧɟɣɧɚɹ ɪɟɝɪɟɫ ɫɢɹ ɜ ɬɨ ɜɪɟɦɹ ɤɚɤ ɩɪɟɞɫɤɚɡɚɧɢɟ ɪɚɧɝɨɜ ɢ ɤɥɚɫɫɨɜ ɨɬɧɨɫɢɬɫɹ ɤ ɡɚɞɚɱɟ ɤɥɚɫɫɢ ɮɢɤɚɰɢɢ ɭ ɧɟɺ ɫɭɳɟɫɬɜɭɟɬ ɞɪɭɝɨɣ ɧɚɛɨɪ ɚɥɝɨɪɢɬɦɨɜ – ɦɟɬɨɞ ɛɥɢɠɚɣɲɢɯ ɫɨ ɫɟɞɟɣ ɦɧɨɠɟɫɬɜɟɧɧɚɹ ɤɥɚɫɫɢɮɢɤɚɰɢɹ
Ɉɛɭɱɟɧɢɟɛɟɡɭɱɢɬɟɥɹ– ɜɬɨɪɚɹɝɪɭɩɩɚɡɚɞɚɱ– ɝɨɜɨɪɢɬ ɱɬɨɭɧɚɫɧɟɬɩɪɚ ɜɢɥɶɧɨɝɨ ɨɬɜɟɬɚ ɋɭɳɟɫɬɜɭɸɬ ɞɚɧɧɵɟ ɧɨ ɨɬɜɟɬɚ ɧɚ ɧɢɯ ɧɟɬ ɋɨɨɬɜɟɬɫɬɜɟɧɧɨ ɜɨɡɧɢɤɚɟɬ ɪɹɞ ɡɚɞɚɱ ɜ ɫɜɹɡɢ ɫ ɬɟɦ ɱɬɨ ɭ ɧɚɫ ɧɟɬ ɨɬɜɟɬɚ ɧɚ ɞɚɧɧɵɟ
ɉɟɪɜɚɹ ɩɨɞɡɚɞɚɱɚ – ɡɚɞɚɱɚ ɤɥɚɫɬɟɪɢɡɚɰɢɢ ȼ ɧɟɣ ɩɨ ɨɩɪɟɞɟɥɺɧɧɵɦ ɩɚɪɚ ɦɟɬɪɚɦ ɧɚɩɪɢɦɟɪ ɤɨɥɢɱɟɫɬɜɨ ɤɥɚɫɬɟɪɨɜ ɧɟɨɛɯɨɞɢɦɨ ɩɪɟɞɫɤɚɡɚɬɶ ɤɚɤɢɦ ɨɛ ɪɚɡɨɦ ɞɚɧɧɵɟ ɪɚɫɩɪɟɞɟɥɟɧɵ ɦɟɠɞɭ ɫɨɛɨɣ ɗɬɨ ɩɨɡɜɨɥɹɟɬ ɪɚɡɧɟɫɬɢ ɞɚɧɧɵɟ ɩɨ ɤɥɚɫɬɟɪɚɦ ɨɫɧɨɜɵɜɚɹɫɶ ɧɚ ɫɪɟɞɧɟɦ ɭɞɚɥɟɧɢɢ ɨɬ ɰɟɧɬɪɚ ɤɥɚɫɬɟɪɚ ɧɚ ɤɨɥɢɱɟ ɫɬɜɟ ɤɥɚɫɬɟɪɨɜ ɢ ɞɪɭɝɢɯ ɩɪɢɡɧɚɤɨɜ ɬɟɦ ɫɚɦɵɦ ɪɟɲɢɜ ɡɚɞɚɱɭ ɤɥɚɫɬɟɪɢɡɚɰɢɢ ɬɚɤɢɦ ɨɛɪɚɡɨɦ
Ʉɪɨɦɟ ɬɨɝɨ ɝɪɭɩɩɚ ɡɚɞɚɱ ɨɛɭɱɟɧɢɹ ɛɟɡ ɭɱɢɬɟɥɹ ɜɤɥɸɱɚɟɬ ɜ ɫɟɛɹ ɦɟɬɨɞɵ ɩɨɧɢɠɟɧɢɹ ɪɚɡɦɟɪɧɨɫɬɢ ɤɨɝɞɚ ɫɭɳɟɫɬɜɭɟɬ ɨɝɪɨɦɧɨɟ ɤɨɥɢɱɟɫɬɜɨ ɩɪɢɡɧɚɤɨɜ ɢ ɧɚɦ ɬɪɟɛɭɟɬɫɹ ɭɦɟɧɶɲɢɬɶ ɢɯ ɞɨ ɧɟɫɤɨɥɶɤɢɯ ɱɬɨɛɵ ɩɨɬɨɦ ɩɪɢɦɟɧɢɬɶ ɡɚɞɚɱɭ ɤɥɚɫɬɟɪɢɡɚɰɢɢ ɢɥɢ ɡɚɞɚɱɭ ɨɛɭɱɟɧɢɹ ɫ ɭɱɢɬɟɥɟɦ ɱɬɨɛɵ ɧɚ ɪɚɡɧɵɯ ɩɚɪɚɦɟɬɪɚɯ ɨɩɪɟɞɟɥɢɬɶɤɚɤɢɟɩɚɪɚɦɟɬɪɵɜɚɠɧɵɢ ɫɧɢɡɢɜɪɚɡɦɟɪɧɨɫɬɶ ɪɟɲɢɬɶɡɚɞɚɱɭɨɛɭ ɱɟɧɢɹ ɫ ɭɱɢɬɟɥɟɦ ɉɪɢ ɛɨɥɶɲɨɣ ɪɚɡɦɟɪɧɨɫɬɢ ɪɟɲɢɬɶ ɡɚɞɚɱɭ ɫ ɭɱɢɬɟɥɟɦ ɧɟ ɩɪɟɞɫɬɚɜɥɹɟɬɫɹ ɜɨɡɦɨɠɧɵɦ ɛɟɡ ɫɟɪɶɟɡɧɨɝɨ ɚɩɩɚɪɚɬɧɨɝɨ ɨɛɟɫɩɟɱɟɧɢɹ
Ɍɚɤɠɟ ɤ ɤɥɚɫɫɭ ɡɚɞɚɱ ɨɛɭɱɟɧɢɹ ɛɟɡ ɭɱɢɬɟɥɹ ɨɬɧɨɫɢɬɫɹ ɤɥɚɫɫ ɡɚɞɚɱɩɨ ɜɵ ɹɜɥɟɧɢɢ ɚɧɨɦɚɥɢɣ Ɉɧɢ ɩɨɯɨɠɢ ɧɚ ɤɥɚɫɬɟɪɢɡɚɰɢɸ ɝɞɟ ɟɫɬɶ ɜɫɟ ɞɚɧɧɵɟ ɢ ɞɨ ɩɨɥɧɢɬɟɥɶɧɨ ɦɨɝɭɬ ɛɵɬɶ ɟɳɺ ɤɚɤɢɟ ɬɨ Ɉɛɪɚɳɚɟɦ ɨɫɨɛɨɟ ɜɧɢɦɚɧɢɟ ɧɚ ɬɨ ɱɬɨ
9